大模型推理能力

CLEAR: Contrasting Textual Feedback with Experts and Amateurs for Reasoning

Andrew Rufail, Daniel Kim, Sean O'Brien, Kevin Zhu

机构 * Algoverse AI Research（Algoverse人工智能研究院） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Accepted at the Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), Student Research Workshop (SRW)

ThoughtProbe: Classifier-Guided Thought Space Exploration Leveraging LLM Intrinsic Reasoning

Zijian Wang, Chang Xu

机构 * School of Computer Science, The University of Sydney（悉尼大学计算机学院） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

OpenThaiGPT 1.6 and R1: Thai-Centric Open Source and Reasoning Large Language Models

Sumeth Yuenyong, Thodsaporn Chay-intr, Kobkrit Viriyayudhakorn

机构 * Mahidol University（玛希隆大学） ； iApp Technology Co., Ltd.（iApp科技有限公司） ； Intelligent Informatics and Service Innovation Research Center（智能信息与服务创新研究中心） ； Artificial Intelligence Entrepreneur Association of Thailand (AIEAT)（泰国人工智能企业家协会（AIEAT）） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study

Yunjie Ji, Sitong Zhao, Xiaoyu Tian, Haotian Wang, Shuaiting Chen, Yiping Peng, Han Zhao, Xiangang Li

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Large Language Models in Numberland: A Quick Test of Their Numerical Reasoning Abilities

Roussel Rahman

机构 * Stanford University（斯坦福大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking

Xiaoyu Tian, Sitong Zhao, Haotian Wang, Shuaiting Chen, Yunjie Ji, Yiping Peng, Han Zhao, Xiangang Li

机构 * a-m-team（a-m团队） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Long Is More Important Than Difficult for Training Reasoning Models

Si Shen, Fei Huang, Zhixiao Zhao, Chang Liu, Tiansheng Zheng, Danhao Zhu

机构 * Nanjing University of Science and Technology（南京理工大学） ； Nanjing Agricultural University（南京农业大学） ； Jiangsu Police Institute（江苏警官学院） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 15 pages,6 figures

LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning

Shuguang Chen, Guang Lin

机构 * Purdue University（普渡大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Accepted to NAACL 2025 KnowledgeNLP

Pensez: Less Data, Better Reasoning -- Rethinking French LLM

Huy Hoang Ha

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

DIMSUM: Discourse in Mathematical Reasoning as a Supervision Module

Krish Sharma, Niyar R Barman, Akshay Chaturvedi, Nicholas Asher

机构 * IRIT ； NIT Silchar（锡尔卡尔国家理工学院） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Benchmarking Reasoning Robustness in Large Language Models

Tong Yu, Yongcheng Jing, Xikun Zhang, Wentao Jiang, Wenjie Wu, Yingjie Wang, Wenbin Hu, Bo Du, Dacheng Tao

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Multidimensional Consistency Improves Reasoning in Language Models

Huiyuan Lai, Xiao Zhang, Malvina Nissim

机构 * University of Groningen（格罗宁根大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning

Wenjie Wu, Yongcheng Jing, Yingjie Wang, Wenbin Hu, Dacheng Tao

机构 * Wuhan University（武汉大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Steering Large Language Models between Code Execution and Textual Reasoning

Yongchao Chen, Harsh Jhamtani, Srinagesh Sharma, Chuchu Fan, Chi Wang

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 32 pages, 12 figures, 12 tables

Journal ref The Thirteenth International Conference on Learning Representations (ICLR'2025)

CogCoM: A Visual Language Model with Chain-of-Manipulations Reasoning

Ji Qi, Ming Ding, Weihan Wang, Yushi Bai, Qingsong Lv, Wenyi Hong, Bin Xu, Lei Hou, Juanzi Li, Yuxiao Dong, Jie Tang

机构 * Tsinghua University（清华大学） ； Zhipu AI（智谱AI） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 21 pages, 10 figures

SoS1: O1 and R1-Like Reasoning LLMs are Sum-of-Square Solvers

Kechen Li, Wenqi Zhu, Coralia Cartis, Tianbo Ji, Shiwei Liu

机构 * Nanjing University of Aeronautics and Astronautics（南京航空航天大学） ； School of Transportation and Civil Engineering, Nantong University（南通大学交通与土木工程学院） ； Mathematical Institute, University of Oxford（牛津大学数学研究所） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.LG

Your Language Model May Think Too Rigidly: Achieving Reasoning Consistency with Symmetry-Enhanced Training

Yihang Yao, Zhepeng Cen, Miao Li, William Han, Yuyou Zhang, Emerson Liu, Zuxin Liu, Chuang Gan, Ding Zhao

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning

Jiachen Zhu, Congmin Zheng, Jianghao Lin, Kounianhua Du, Ying Wen, Yong Yu, Jun Wang, Weinan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） ； University College London（伦敦大学学院） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning

Huimin Xu, Xin Mao, Feng-Lin Li, Xiaobao Wu, Wang Chen, Wei Zhang, Anh Tuan Luu

机构 * Nanyang Technological University（南洋理工大学） ； Shopee Pte. Ltd（Shopee私人有限公司） ； SEA Group（SEA集团） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Preference Optimization for Reasoning with Pseudo Feedback

Fangkai Jiao, Geyang Guo, Xingxing Zhang, Nancy F. Chen, Shafiq Joty, Furu Wei

机构 * Nanyang Technological University（南洋理工大学） ； Microsoft Research（微软研究院） ； Georgia Institute of Technology（佐治亚理工学院） ； Salesforce Research（Salesforce研究院） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 28 pages, 11 figures. ICLR 2025

On the Promise for Assurance of Differentiable Neurosymbolic Reasoning Paradigms

Luke E. Richards, Jessie Yaros, Jasen Babcock, Coung Ly, Robin Cosbey, Timothy Doster, Cynthia Matuszek

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Mathematical reasoning and the computer

Kevin Buzzard

机构 * Imperial College London（伦敦帝国学院） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Comments This article was written in 2023 and is thus now rather out of date. Apologies for taking so long to upload to ArXiv

Journal ref Bull. Amer. Math. Soc. (N.S.) 61 (2024), no. 2, 211--224

Hybrid Reasoning Based on Large Language Models for Autonomous Car Driving

Mehdi Azarafza, Mojtaba Nayyeri, Charles Steinmetz, Steffen Staab, Achim Rettberg

机构 * Univ. of Applied Science Hamm-Lippstadt（哈姆-利普施塔特应用科学大学） ； Carl von Ossietzky University of Oldenburg（卡尔·冯·奥西茨基奥尔登堡大学） ； Institute For Artificial Intelligence（人工智能研究所） ； University of Stuttgart（斯图加特大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 12 pages, 5 figures

Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap

Hyunwoo Ko, Guijin Son, Dasol Choi

机构 * OneLineAI（万线智能） ； Yonsei University（延世大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 18 pages, 14 figures, 9 tables

Token-Hungry, Yet Precise: DeepSeek R1 Highlights the Need for Multi-Step Reasoning Over Speed in MATH

Evgenii Evstafev

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.LG

Comments 5 pages, 1 figure, 1 table

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Haotian Luo, Li Shen, Haiying He, Yibo Wang, Shiwei Liu, Wei Li, Naiqiang Tan, Xiaochun Cao, Dacheng Tao

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 9 pages, 4 figures

Evaluating Mathematical Reasoning Beyond Accuracy

Shijie Xia, Xuefeng Li, Yixin Liu, Tongshuang Wu, Pengfei Liu

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments v2 is the AAAI 2025 camera ready version. Project site with code: https://github.com/GAIR-NLP/ReasonEval

MetaRuleGPT: Recursive Numerical Reasoning of Language Models Trained with Simple Rules

Kejie Chen, Lin Wang, Qinghai Zhang, Renjun Xu

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 8 pages, 6 figures

Can Language Models Rival Mathematics Students? Evaluating Mathematical Reasoning through Textual Manipulation and Human Experiments

Andrii Nikolaiev, Yiannos Stathopoulos, Simone Teufel

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning

Yukang Lin, Bingchen Zhong, Shuoran Jiang, Joanna Siebert, Qingcai Chen

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL